{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pathlib\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "import tensorflow as tf\n",
    "\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras import layers\n",
    "\n",
    "import tensorflow_docs.plots\n",
    "import tensorflow_docs.modeling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Cylinders</th>\n",
       "      <td>314.0</td>\n",
       "      <td>5.477707</td>\n",
       "      <td>1.699788</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.00</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Displacement</th>\n",
       "      <td>314.0</td>\n",
       "      <td>195.318471</td>\n",
       "      <td>104.331589</td>\n",
       "      <td>68.0</td>\n",
       "      <td>105.50</td>\n",
       "      <td>151.0</td>\n",
       "      <td>265.75</td>\n",
       "      <td>455.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Horsepower</th>\n",
       "      <td>314.0</td>\n",
       "      <td>104.869427</td>\n",
       "      <td>38.096214</td>\n",
       "      <td>46.0</td>\n",
       "      <td>76.25</td>\n",
       "      <td>94.5</td>\n",
       "      <td>128.00</td>\n",
       "      <td>225.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weight</th>\n",
       "      <td>314.0</td>\n",
       "      <td>2990.251592</td>\n",
       "      <td>843.898596</td>\n",
       "      <td>1649.0</td>\n",
       "      <td>2256.50</td>\n",
       "      <td>2822.5</td>\n",
       "      <td>3608.00</td>\n",
       "      <td>5140.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Acceleration</th>\n",
       "      <td>314.0</td>\n",
       "      <td>15.559236</td>\n",
       "      <td>2.789230</td>\n",
       "      <td>8.0</td>\n",
       "      <td>13.80</td>\n",
       "      <td>15.5</td>\n",
       "      <td>17.20</td>\n",
       "      <td>24.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Model Year</th>\n",
       "      <td>314.0</td>\n",
       "      <td>75.898089</td>\n",
       "      <td>3.675642</td>\n",
       "      <td>70.0</td>\n",
       "      <td>73.00</td>\n",
       "      <td>76.0</td>\n",
       "      <td>79.00</td>\n",
       "      <td>82.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Europe</th>\n",
       "      <td>314.0</td>\n",
       "      <td>0.178344</td>\n",
       "      <td>0.383413</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Japan</th>\n",
       "      <td>314.0</td>\n",
       "      <td>0.197452</td>\n",
       "      <td>0.398712</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>USA</th>\n",
       "      <td>314.0</td>\n",
       "      <td>0.624204</td>\n",
       "      <td>0.485101</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              count         mean         std     min      25%     50%  \\\n",
       "Cylinders     314.0     5.477707    1.699788     3.0     4.00     4.0   \n",
       "Displacement  314.0   195.318471  104.331589    68.0   105.50   151.0   \n",
       "Horsepower    314.0   104.869427   38.096214    46.0    76.25    94.5   \n",
       "Weight        314.0  2990.251592  843.898596  1649.0  2256.50  2822.5   \n",
       "Acceleration  314.0    15.559236    2.789230     8.0    13.80    15.5   \n",
       "Model Year    314.0    75.898089    3.675642    70.0    73.00    76.0   \n",
       "Europe        314.0     0.178344    0.383413     0.0     0.00     0.0   \n",
       "Japan         314.0     0.197452    0.398712     0.0     0.00     0.0   \n",
       "USA           314.0     0.624204    0.485101     0.0     0.00     1.0   \n",
       "\n",
       "                  75%     max  \n",
       "Cylinders        8.00     8.0  \n",
       "Displacement   265.75   455.0  \n",
       "Horsepower     128.00   225.0  \n",
       "Weight        3608.00  5140.0  \n",
       "Acceleration    17.20    24.8  \n",
       "Model Year      79.00    82.0  \n",
       "Europe           0.00     1.0  \n",
       "Japan            0.00     1.0  \n",
       "USA              1.00     1.0  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 加载数据\n",
    "dataset_path = keras.utils.get_file(\"auto-mpg.data\", \"http://archive.ics.uci.edu/ml/machine-learning-databases/auto-mpg/auto-mpg.data\")\n",
    "column_names = ['MPG','Cylinders','Displacement','Horsepower','Weight',\n",
    "                'Acceleration', 'Model Year', 'Origin']\n",
    "raw_dataset = pd.read_csv(dataset_path, names=column_names,\n",
    "                      na_values = \"?\", comment='\\t',\n",
    "                      sep=\" \", skipinitialspace=True)\n",
    "\n",
    "dataset = raw_dataset.copy()\n",
    "# 清洗数据\n",
    "dataset = dataset.dropna()\n",
    "dataset['Origin'] = dataset['Origin'].map({1: 'USA', 2: 'Europe', 3: 'Japan'})\n",
    "dataset = pd.get_dummies(dataset, prefix='', prefix_sep='')\n",
    "# dataset.tail()\n",
    "\n",
    "# 分割数据用于训练和测试\n",
    "train_dataset = dataset.sample(frac=0.8,random_state=0)\n",
    "test_dataset = dataset.drop(train_dataset.index)\n",
    "# 从特征中分割出标签\n",
    "train_labels = train_dataset.pop('MPG')\n",
    "test_labels = test_dataset.pop('MPG')\n",
    "\n",
    "# 查看信息\n",
    "sns.pairplot(train_dataset[[\"MPG\", \"Cylinders\", \"Displacement\", \"Weight\"]], diag_kind=\"kde\")\n",
    "train_stats = train_dataset.describe()\n",
    "train_stats.pop(\"MPG\")\n",
    "train_stats = train_stats.transpose()\n",
    "train_stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6rc1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
